{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7dcf13ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "import scanpy as sc\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c95823ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "#load rnk files\n",
    "c2=pd.read_csv(\"c2_gsea/report_pos.tsv\",sep=\"\\t\")\n",
    "c1=pd.read_csv(\"c1_gsea/report_pos.tsv\",sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "afc1662d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x936 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot GSEA results with NES on X axis and colored by FDR\n",
    "import matplotlib.pyplot as plt\n",
    "fig = plt.figure(figsize=(8,13))\n",
    "dpl=plt.scatter(c2[\"NES\"][0:25],np.flip([i for i in range(285)])[0:25],s=400,c=c2[\"FDR q-val\"][0:25],cmap='cool_r',vmin=0,vmax=1)\n",
    "plt.yticks(ticks=np.flip([i for i in range(285)])[0:25],labels=c2[\"NAME\"][0:25])\n",
    "plt.xlabel(\"Normalized Enrichment Score\")\n",
    "cbar=plt.colorbar(dpl,fraction=0.05)\n",
    "plt.title(\"GSEA Results for Clone 2\")\n",
    "plt.savefig(\"supp_7d.pdf\",format='pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5b5d80e1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "labenv",
   "language": "python",
   "name": "labenv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
